VideoGamesSales

Dataset statistics

Number of variables	16
Number of observations	13375
Missing cells	39350
Missing cells (%)	18.4%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	5.9 MiB
Average record size in memory	466.3 B

Variable types

Text	3
Categorical	3
Numeric	10

Alerts

`Year_of_Release` has 211 (1.6%) missing values	Missing
`Critic_Score` has 6868 (51.3%) missing values	Missing
`Critic_Count` has 6868 (51.3%) missing values	Missing
`User_Score` has 7310 (54.7%) missing values	Missing
`User_Count` has 7310 (54.7%) missing values	Missing
`Developer` has 5310 (39.7%) missing values	Missing
`Rating` has 5429 (40.6%) missing values	Missing
`Other_Sales` is highly skewed (γ1 = 25.01499252)	Skewed
`NA_Sales` has 3588 (26.8%) zeros	Zeros
`EU_Sales` has 4719 (35.3%) zeros	Zeros
`JP_Sales` has 8440 (63.1%) zeros	Zeros
`Other_Sales` has 5317 (39.8%) zeros	Zeros

Reproduction

Analysis started	2024-06-13 14:32:20.718227
Analysis finished	2024-06-13 14:32:25.273656
Duration	4.56 seconds
Software version	ydata-profiling vv4.7.0
Download configuration	config.json

Name
Text

Distinct	9757
Distinct (%)	73.0%
Missing	1
Missing (%)	< 0.1%
Memory size	1.1 MiB

Length

Max length	132
Median length	89
Mean length	23.96897
Min length	2

Characters and Unicode

Total characters	320561
Distinct characters	96
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	7593 ?
Unique (%)	56.8%

Sample

1st row	Gallop & Ride!
2nd row	Yu-Gi-Oh! Zexal World Duel Carnival
3rd row	SD Gundam G Generation: Cross Drive
4th row	Dragon Ball Z: Ultimate Tenkaichi
5th row	Goosebumps: The Game

Value	Count	Frequency (%)
the	2194	4.1%
of	1366	2.6%
2	935	1.8%
	613	1.2%
no	598	1.1%
3	434	0.8%
world	310	0.6%
game	255	0.5%
to	241	0.5%
pro	238	0.4%
Other values (8436)	45789	86.4%

Most occurring characters

Value	Count	Frequency (%)
	39629	12.4%
e	25920	8.1%
a	21460	6.7%
o	19394	6.1%
r	16939	5.3%
i	16807	5.2%
n	16521	5.2%
t	13850	4.3%
s	12531	3.9%
l	9973	3.1%
Other values (86)	127537	39.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	320561	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	39629	12.4%
e	25920	8.1%
a	21460	6.7%
o	19394	6.1%
r	16939	5.3%
i	16807	5.2%
n	16521	5.2%
t	13850	4.3%
s	12531	3.9%
l	9973	3.1%
Other values (86)	127537	39.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	320561	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	39629	12.4%
e	25920	8.1%
a	21460	6.7%
o	19394	6.1%
r	16939	5.3%
i	16807	5.2%
n	16521	5.2%
t	13850	4.3%
s	12531	3.9%
l	9973	3.1%
Other values (86)	127537	39.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	320561	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	39629	12.4%
e	25920	8.1%
a	21460	6.7%
o	19394	6.1%
r	16939	5.3%
i	16807	5.2%
n	16521	5.2%
t	13850	4.3%
s	12531	3.9%
l	9973	3.1%
Other values (86)	127537	39.8%

Platform
Categorical

Distinct	31
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	885.1 KiB

DS	1727
PS2	1710
PS3	1059
Wii	1052
X360	1010
Other values (26)	6817

Length

Max length	4
Median length	3
Mean length	2.7671776
Min length	2

Characters and Unicode

Total characters	37011
Distinct characters	25
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3 ?
Unique (%)	< 0.1%

Sample

1st row	Wii
2nd row	3DS
3rd row	DS
4th row	PS3
5th row	3DS

Common Values

Value	Count	Frequency (%)
DS	1727	12.9%
PS2	1710	12.8%
PS3	1059	7.9%
Wii	1052	7.9%
X360	1010	7.6%
PSP	996	7.4%
PS	949	7.1%
PC	798	6.0%
XB	671	5.0%
GBA	658	4.9%
Other values (21)	2745	20.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
ds	1727	12.9%
ps2	1710	12.8%
ps3	1059	7.9%
wii	1052	7.9%
x360	1010	7.6%
psp	996	7.4%
ps	949	7.1%
pc	798	6.0%
xb	671	5.0%
gba	658	4.9%
Other values (21)	2745	20.5%

Most occurring characters

Value	Count	Frequency (%)
S	8097	21.9%
P	7169	19.4%
3	2472	6.7%
i	2346	6.3%
D	2179	5.9%
X	1874	5.1%
2	1818	4.9%
B	1410	3.8%
6	1363	3.7%
C	1294	3.5%
Other values (15)	6989	18.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	37011	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
S	8097	21.9%
P	7169	19.4%
3	2472	6.7%
i	2346	6.3%
D	2179	5.9%
X	1874	5.1%
2	1818	4.9%
B	1410	3.8%
6	1363	3.7%
C	1294	3.5%
Other values (15)	6989	18.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	37011	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
S	8097	21.9%
P	7169	19.4%
3	2472	6.7%
i	2346	6.3%
D	2179	5.9%
X	1874	5.1%
2	1818	4.9%
B	1410	3.8%
6	1363	3.7%
C	1294	3.5%
Other values (15)	6989	18.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	37011	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
S	8097	21.9%
P	7169	19.4%
3	2472	6.7%
i	2346	6.3%
D	2179	5.9%
X	1874	5.1%
2	1818	4.9%
B	1410	3.8%
6	1363	3.7%
C	1294	3.5%
Other values (15)	6989	18.9%

Year_of_Release
Real number (ℝ)

MISSING

Distinct	39
Distinct (%)	0.3%
Missing	211
Missing (%)	1.6%
Infinite	0
Infinite (%)	0.0%
Mean	2006.4929

Minimum	1980
Maximum	2020
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	209.0 KiB

Quantile statistics

Minimum	1980
5-th percentile	1996
Q1	2003
median	2007
Q3	2010
95-th percentile	2015
Maximum	2020
Range	40
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	5.8702598
Coefficient of variation (CV)	0.0029256321
Kurtosis	1.841319
Mean	2006.4929
Median Absolute Deviation (MAD)	4
Skewness	-0.99359348
Sum	26413472
Variance	34.459951
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
2008	1148	8.6%
2009	1132	8.5%
2010	1014	7.6%
2007	978	7.3%
2011	922	6.9%
2006	798	6.0%
2005	743	5.6%
2002	669	5.0%
2004	628	4.7%
2003	606	4.5%
Other values (29)	4526	33.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1980	8	0.1%
1981	36	0.3%
1982	30	0.2%
1983	12	0.1%
1984	13	0.1%
1985	12	0.1%
1986	18	0.1%
1987	13	0.1%
1988	12	0.1%
1989	16	0.1%

Value	Count	Frequency (%)
2020	1	< 0.1%
2017	3	< 0.1%
2016	385	2.9%
2015	471	3.5%
2014	480	3.6%
2013	433	3.2%
2012	527	3.9%
2011	922	6.9%
2010	1014	7.6%
2009	1132	8.5%

Genre
Categorical

Distinct	12
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	942.1 KiB

Action	2667
Sports	1883
Misc	1426
Role-Playing	1194
Shooter	1065
Other values (7)	5139

Length

Max length	12
Median length	10
Mean length	7.1305518
Min length	4

Characters and Unicode

Total characters	95364
Distinct characters	27
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Sports
2nd row	Misc
3rd row	Strategy
4th row	Fighting
5th row	Adventure

Common Values

Value	Count	Frequency (%)
Action	2667	19.9%
Sports	1883	14.1%
Misc	1426	10.7%
Role-Playing	1194	8.9%
Shooter	1065	8.0%
Adventure	1055	7.9%
Racing	1006	7.5%
Platform	718	5.4%
Fighting	688	5.1%
Simulation	675	5.0%
Other values (2)	997	7.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
action	2667	19.9%
sports	1883	14.1%
misc	1426	10.7%
role-playing	1194	8.9%
shooter	1065	8.0%
adventure	1055	7.9%
racing	1006	7.5%
platform	718	5.4%
fighting	688	5.1%
simulation	675	5.0%
Other values (2)	997	7.5%

Most occurring characters

Value	Count	Frequency (%)
t	9817	10.3%
o	9267	9.7%
i	9019	9.5%
n	7285	7.6%
e	5366	5.6%
r	5254	5.5%
c	5099	5.3%
l	4245	4.5%
S	4156	4.4%
a	4126	4.3%
Other values (17)	31730	33.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	95364	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
t	9817	10.3%
o	9267	9.7%
i	9019	9.5%
n	7285	7.6%
e	5366	5.6%
r	5254	5.5%
c	5099	5.3%
l	4245	4.5%
S	4156	4.4%
a	4126	4.3%
Other values (17)	31730	33.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	95364	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
t	9817	10.3%
o	9267	9.7%
i	9019	9.5%
n	7285	7.6%
e	5366	5.6%
r	5254	5.5%
c	5099	5.3%
l	4245	4.5%
S	4156	4.4%
a	4126	4.3%
Other values (17)	31730	33.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	95364	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
t	9817	10.3%
o	9267	9.7%
i	9019	9.5%
n	7285	7.6%
e	5366	5.6%
r	5254	5.5%
c	5099	5.3%
l	4245	4.5%
S	4156	4.4%
a	4126	4.3%
Other values (17)	31730	33.3%

Publisher
Text

Distinct	547
Distinct (%)	4.1%
Missing	42
Missing (%)	0.3%
Memory size	1.0 MiB

Length

Max length	38
Median length	28
Mean length	13.595065
Min length	3

Characters and Unicode

Total characters	181263
Distinct characters	71
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	188 ?
Unique (%)	1.4%

Sample

1st row	THQ
2nd row	Konami Digital Entertainment
3rd row	Namco Bandai Games
4th row	Namco Bandai Games
5th row	WayForward Technologies

Value	Count	Frequency (%)
entertainment	1976	8.1%
games	1588	6.5%
interactive	1286	5.3%
arts	1079	4.4%
electronic	1078	4.4%
activision	808	3.3%
ubisoft	764	3.1%
bandai	739	3.0%
namco	739	3.0%
digital	738	3.0%
Other values (608)	13482	55.5%

Most occurring characters

Value	Count	Frequency (%)
t	17115	9.4%
e	15980	8.8%
i	15464	8.5%
n	15001	8.3%
a	13593	7.5%
o	11208	6.2%
	10946	6.0%
r	9654	5.3%
s	7423	4.1%
m	7262	4.0%
Other values (61)	57617	31.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	181263	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
t	17115	9.4%
e	15980	8.8%
i	15464	8.5%
n	15001	8.3%
a	13593	7.5%
o	11208	6.2%
	10946	6.0%
r	9654	5.3%
s	7423	4.1%
m	7262	4.0%
Other values (61)	57617	31.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	181263	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
t	17115	9.4%
e	15980	8.8%
i	15464	8.5%
n	15001	8.3%
a	13593	7.5%
o	11208	6.2%
	10946	6.0%
r	9654	5.3%
s	7423	4.1%
m	7262	4.0%
Other values (61)	57617	31.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	181263	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
t	17115	9.4%
e	15980	8.8%
i	15464	8.5%
n	15001	8.3%
a	13593	7.5%
o	11208	6.2%
	10946	6.0%
r	9654	5.3%
s	7423	4.1%
m	7262	4.0%
Other values (61)	57617	31.8%

NA_Sales
Real number (ℝ)

ZEROS

Distinct	360
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.26022804

Minimum	0
Maximum	29.08
Zeros	3588
Zeros (%)	26.8%
Negative	0
Negative (%)	0.0%
Memory size	209.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.08
Q3	0.24
95-th percentile	1.06
Maximum	29.08
Range	29.08
Interquartile range (IQR)	0.24

Descriptive statistics

Standard deviation	0.75456103
Coefficient of variation (CV)	2.8996146
Kurtosis	401.77524
Mean	0.26022804
Median Absolute Deviation (MAD)	0.08
Skewness	14.976342
Sum	3480.55
Variance	0.56936235
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3588	26.8%
0.02	485	3.6%
0.03	452	3.4%
0.04	450	3.4%
0.01	441	3.3%
0.05	428	3.2%
0.07	411	3.1%
0.06	396	3.0%
0.09	347	2.6%
0.08	345	2.6%
Other values (350)	6032	45.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3588	26.8%
0.01	441	3.3%
0.02	485	3.6%
0.03	452	3.4%
0.04	450	3.4%
0.05	428	3.2%
0.06	396	3.0%
0.07	411	3.1%
0.08	345	2.6%
0.09	347	2.6%

Value	Count	Frequency (%)
29.08	1	< 0.1%
26.93	1	< 0.1%
23.2	1	< 0.1%
15.68	1	< 0.1%
13.96	1	< 0.1%
12.78	1	< 0.1%
11.28	1	< 0.1%
11.27	1	< 0.1%
10.83	1	< 0.1%
9.71	1	< 0.1%

EU_Sales
Real number (ℝ)

ZEROS

Distinct	282
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1421129

Minimum	0
Maximum	12.76
Zeros	4719
Zeros (%)	35.3%
Negative	0
Negative (%)	0.0%
Memory size	209.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.02
Q3	0.11
95-th percentile	0.61
Maximum	12.76
Range	12.76
Interquartile range (IQR)	0.11

Descriptive statistics

Standard deviation	0.44186886
Coefficient of variation (CV)	3.1092805
Kurtosis	177.25235
Mean	0.1421129
Median Absolute Deviation (MAD)	0.02
Skewness	10.503606
Sum	1900.76
Variance	0.19524809
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4719	35.3%
0.01	1215	9.1%
0.02	1060	7.9%
0.03	711	5.3%
0.04	544	4.1%
0.05	451	3.4%
0.06	324	2.4%
0.07	287	2.1%
0.08	249	1.9%
0.09	209	1.6%
Other values (272)	3606	27.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4719	35.3%
0.01	1215	9.1%
0.02	1060	7.9%
0.03	711	5.3%
0.04	544	4.1%
0.05	451	3.4%
0.06	324	2.4%
0.07	287	2.1%
0.08	249	1.9%
0.09	209	1.6%

Value	Count	Frequency (%)
12.76	1	< 0.1%
10.95	1	< 0.1%
9.18	1	< 0.1%
9.14	1	< 0.1%
9.09	1	< 0.1%
8.89	1	< 0.1%
8.03	1	< 0.1%
7.47	1	< 0.1%
6.31	1	< 0.1%
6.21	1	< 0.1%

JP_Sales
Real number (ℝ)

ZEROS

Distinct	218
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.076176449

Minimum	0
Maximum	10.22
Zeros	8440
Zeros (%)	63.1%
Negative	0
Negative (%)	0.0%
Memory size	209.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.03
95-th percentile	0.35
Maximum	10.22
Range	10.22
Interquartile range (IQR)	0.03

Descriptive statistics

Standard deviation	0.30814877
Coefficient of variation (CV)	4.0451974
Kurtosis	219.1641
Mean	0.076176449
Median Absolute Deviation (MAD)	0
Skewness	11.865062
Sum	1018.86
Variance	0.094955665
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8440	63.1%
0.02	617	4.6%
0.01	562	4.2%
0.03	424	3.2%
0.04	300	2.2%
0.05	255	1.9%
0.06	239	1.8%
0.07	186	1.4%
0.08	180	1.3%
0.1	124	0.9%
Other values (208)	2048	15.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8440	63.1%
0.01	562	4.2%
0.02	617	4.6%
0.03	424	3.2%
0.04	300	2.2%
0.05	255	1.9%
0.06	239	1.8%
0.07	186	1.4%
0.08	180	1.3%
0.09	120	0.9%

Value	Count	Frequency (%)
10.22	1	< 0.1%
7.2	1	< 0.1%
6.81	1	< 0.1%
6.5	1	< 0.1%
6.04	1	< 0.1%
5.38	1	< 0.1%
5.33	1	< 0.1%
5.32	1	< 0.1%
4.87	1	< 0.1%
4.39	1	< 0.1%

Other_Sales
Real number (ℝ)

SKEWED ZEROS

Distinct	140
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.046770093

Minimum	0
Maximum	10.57
Zeros	5317
Zeros (%)	39.8%
Negative	0
Negative (%)	0.0%
Memory size	209.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.01
Q3	0.03
95-th percentile	0.19
Maximum	10.57
Range	10.57
Interquartile range (IQR)	0.03

Descriptive statistics

Standard deviation	0.18093093
Coefficient of variation (CV)	3.8685175
Kurtosis	1135.6634
Mean	0.046770093
Median Absolute Deviation (MAD)	0.01
Skewness	25.014993
Sum	625.55
Variance	0.032736
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5317	39.8%
0.01	2738	20.5%
0.02	1278	9.6%
0.03	743	5.6%
0.04	529	4.0%
0.05	385	2.9%
0.06	313	2.3%
0.07	280	2.1%
0.08	194	1.5%
0.09	150	1.1%
Other values (130)	1448	10.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5317	39.8%
0.01	2738	20.5%
0.02	1278	9.6%
0.03	743	5.6%
0.04	529	4.0%
0.05	385	2.9%
0.06	313	2.3%
0.07	280	2.1%
0.08	194	1.5%
0.09	150	1.1%

Value	Count	Frequency (%)
10.57	1	< 0.1%
7.53	1	< 0.1%
3.96	1	< 0.1%
3.29	1	< 0.1%
2.93	1	< 0.1%
2.88	1	< 0.1%
2.84	1	< 0.1%
2.74	1	< 0.1%
2.46	1	< 0.1%
2.42	1	< 0.1%

Global_Sales
Real number (ℝ)

Distinct	572
Distinct (%)	4.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.52555439

Minimum	0.01
Maximum	40.24
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	209.0 KiB

Quantile statistics

Minimum	0.01
5-th percentile	0.02
Q1	0.06
median	0.17
Q3	0.47
95-th percentile	2.03
Maximum	40.24
Range	40.23
Interquartile range (IQR)	0.41

Descriptive statistics

Standard deviation	1.4009841
Coefficient of variation (CV)	2.6657261
Kurtosis	202.07273
Mean	0.52555439
Median Absolute Deviation (MAD)	0.14
Skewness	11.381329
Sum	7029.29
Variance	1.9627564
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.02	910	6.8%
0.03	694	5.2%
0.04	519	3.9%
0.05	512	3.8%
0.01	503	3.8%
0.06	472	3.5%
0.07	425	3.2%
0.08	394	2.9%
0.11	339	2.5%
0.09	334	2.5%
Other values (562)	8273	61.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01	503	3.8%
0.02	910	6.8%
0.03	694	5.2%
0.04	519	3.9%
0.05	512	3.8%
0.06	472	3.5%
0.07	425	3.2%
0.08	394	2.9%
0.09	334	2.5%
0.1	322	2.4%

Value	Count	Frequency (%)
40.24	1	< 0.1%
35.52	1	< 0.1%
31.37	1	< 0.1%
30.26	1	< 0.1%
29.8	1	< 0.1%
28.92	1	< 0.1%
28.31	1	< 0.1%
24.67	1	< 0.1%
23.21	1	< 0.1%
23.1	1	< 0.1%

Critic_Score
Real number (ℝ)

MISSING

Distinct	82
Distinct (%)	1.3%
Missing	6868
Missing (%)	51.3%
Infinite	0
Infinite (%)	0.0%
Mean	68.931151

Minimum	13
Maximum	98
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	209.0 KiB

Quantile statistics

Minimum	13
5-th percentile	43
Q1	60
median	71
Q3	79
95-th percentile	89
Maximum	98
Range	85
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	13.9413
Coefficient of variation (CV)	0.20224963
Kurtosis	0.12694165
Mean	68.931151
Median Absolute Deviation (MAD)	9
Skewness	-0.60512341
Sum	448535
Variance	194.35985
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
71	204	1.5%
75	197	1.5%
70	192	1.4%
73	192	1.4%
74	189	1.4%
76	189	1.4%
78	187	1.4%
72	182	1.4%
68	181	1.4%
80	177	1.3%
Other values (72)	4617	34.5%
(Missing)	6868	51.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
13	1	< 0.1%
17	1	< 0.1%
19	5	< 0.1%
20	3	< 0.1%
21	1	< 0.1%
22	1	< 0.1%
23	3	< 0.1%
24	3	< 0.1%
25	5	< 0.1%
26	8	0.1%

Value	Count	Frequency (%)
98	3	< 0.1%
97	11	0.1%
96	14	0.1%
95	14	0.1%
94	28	0.2%
93	36	0.3%
92	43	0.3%
91	59	0.4%
90	60	0.4%
89	77	0.6%

Critic_Count
Real number (ℝ)

MISSING

Distinct	104
Distinct (%)	1.6%
Missing	6868
Missing (%)	51.3%
Infinite	0
Infinite (%)	0.0%
Mean	26.409098

Minimum	3
Maximum	113
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	209.0 KiB

Quantile statistics

Minimum	3
5-th percentile	5
Q1	12
median	21
Q3	36
95-th percentile	65
Maximum	113
Range	110
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	18.997901
Coefficient of variation (CV)	0.71936954
Kurtosis	1.0122427
Mean	26.409098
Median Absolute Deviation (MAD)	11
Skewness	1.1542595
Sum	171844
Variance	360.92022
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	237	1.8%
5	210	1.6%
11	206	1.5%
9	205	1.5%
8	196	1.5%
7	194	1.5%
6	188	1.4%
17	187	1.4%
12	185	1.4%
16	178	1.3%
Other values (94)	4521	33.8%
(Missing)	6868	51.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	1	< 0.1%
4	237	1.8%
5	210	1.6%
6	188	1.4%
7	194	1.5%
8	196	1.5%
9	205	1.5%
10	168	1.3%
11	206	1.5%
12	185	1.4%

Value	Count	Frequency (%)
113	1	< 0.1%
107	1	< 0.1%
106	1	< 0.1%
104	1	< 0.1%
102	1	< 0.1%
101	2	< 0.1%
100	3	< 0.1%
99	1	< 0.1%
98	1	< 0.1%
97	1	< 0.1%

User_Score
Real number (ℝ)

MISSING

Distinct	94
Distinct (%)	1.5%
Missing	7310
Missing (%)	54.7%
Infinite	0
Infinite (%)	0.0%
Mean	7.1190602

Minimum	0
Maximum	9.7
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	209.0 KiB

Quantile statistics

Minimum	0
5-th percentile	4.1
Q1	6.4
median	7.5
Q3	8.2
95-th percentile	8.9
Maximum	9.7
Range	9.7
Interquartile range (IQR)	1.8

Descriptive statistics

Standard deviation	1.5009131
Coefficient of variation (CV)	0.21083023
Kurtosis	1.6482058
Mean	7.1190602
Median Absolute Deviation (MAD)	0.8
Skewness	-1.2337421
Sum	43177.1
Variance	2.2527402
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.8	261	2.0%
8	228	1.7%
8.2	222	1.7%
8.5	208	1.6%
7.9	202	1.5%
7.5	196	1.5%
7.7	194	1.5%
8.1	187	1.4%
8.4	186	1.4%
8.3	186	1.4%
Other values (84)	3995	29.9%
(Missing)	7310	54.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.2	1	< 0.1%
0.5	1	< 0.1%
0.6	2	< 0.1%
0.7	2	< 0.1%
0.9	1	< 0.1%
1	2	< 0.1%
1.1	2	< 0.1%
1.2	2	< 0.1%
1.3	2	< 0.1%

Value	Count	Frequency (%)
9.7	1	< 0.1%
9.6	2	< 0.1%
9.5	6	< 0.1%
9.4	10	0.1%
9.3	30	0.2%
9.2	38	0.3%
9.1	66	0.5%
9	99	0.7%
8.9	127	0.9%
8.8	140	1.0%

User_Count
Real number (ℝ)

MISSING

Distinct	771
Distinct (%)	12.7%
Missing	7310
Missing (%)	54.7%
Infinite	0
Infinite (%)	0.0%
Mean	159.20396

Minimum	4
Maximum	10665
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	209.0 KiB

Quantile statistics

Minimum	4
5-th percentile	5
Q1	10
median	24
Q3	81
95-th percentile	719.8
Maximum	10665
Range	10661
Interquartile range (IQR)	71

Descriptive statistics

Standard deviation	536.13887
Coefficient of variation (CV)	3.3676227
Kurtosis	115.94094
Mean	159.20396
Median Absolute Deviation (MAD)	18
Skewness	8.9893151
Sum	965572
Variance	287444.89
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	280	2.1%
6	270	2.0%
5	264	2.0%
8	229	1.7%
7	224	1.7%
9	193	1.4%
10	153	1.1%
11	149	1.1%
13	137	1.0%
12	136	1.0%
Other values (761)	4030	30.1%
(Missing)	7310	54.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	280	2.1%
5	264	2.0%
6	270	2.0%
7	224	1.7%
8	229	1.7%
9	193	1.4%
10	153	1.1%
11	149	1.1%
12	136	1.0%
13	137	1.0%

Value	Count	Frequency (%)
10665	1	< 0.1%
10179	1	< 0.1%
9629	1	< 0.1%
8713	1	< 0.1%
8665	1	< 0.1%
7322	1	< 0.1%
7064	1	< 0.1%
6430	1	< 0.1%
6383	1	< 0.1%
5999	1	< 0.1%

Developer
Text

MISSING

Distinct	1551
Distinct (%)	19.2%
Missing	5310
Missing (%)	39.7%
Memory size	824.9 KiB

Length

Max length	80
Median length	47
Mean length	13.39628
Min length	2

Characters and Unicode

Total characters	108041
Distinct characters	75
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	642 ?
Unique (%)	8.0%

Sample

1st row	Spike
2nd row	WayForward
3rd row	EA Tiburon
4th row	Midway Studios - Newcastle
5th row	Toys for Bob

Value	Count	Frequency (%)
games	862	5.5%
studios	641	4.1%
entertainment	521	3.3%
ea	511	3.2%
software	381	2.4%
ubisoft	368	2.3%
interactive	289	1.8%
sports	192	1.2%
inc	152	1.0%
canada	145	0.9%
Other values (1554)	11749	74.3%

Most occurring characters

Value	Count	Frequency (%)
e	8870	8.2%
a	8158	7.6%
	7746	7.2%
t	7610	7.0%
i	7488	6.9%
o	7254	6.7%
n	6293	5.8%
r	5417	5.0%
s	5341	4.9%
m	3505	3.2%
Other values (65)	40359	37.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	108041	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	8870	8.2%
a	8158	7.6%
	7746	7.2%
t	7610	7.0%
i	7488	6.9%
o	7254	6.7%
n	6293	5.8%
r	5417	5.0%
s	5341	4.9%
m	3505	3.2%
Other values (65)	40359	37.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	108041	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	8870	8.2%
a	8158	7.6%
	7746	7.2%
t	7610	7.0%
i	7488	6.9%
o	7254	6.7%
n	6293	5.8%
r	5417	5.0%
s	5341	4.9%
m	3505	3.2%
Other values (65)	40359	37.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	108041	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	8870	8.2%
a	8158	7.6%
	7746	7.2%
t	7610	7.0%
i	7488	6.9%
o	7254	6.7%
n	6293	5.8%
r	5417	5.0%
s	5341	4.9%
m	3505	3.2%
Other values (65)	40359	37.4%

Rating
Categorical

MISSING

Distinct	7
Distinct (%)	0.1%
Missing	5429
Missing (%)	40.6%
Memory size	854.8 KiB

E	3195
T	2381
M	1236
E10+	1122
EC	7
Other values (2)	5

Length

Max length	4
Median length	1
Mean length	1.4253713
Min length	1

Characters and Unicode

Total characters	11326
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	T
2nd row	E10+
3rd row	E
4th row	T
5th row	E10+

Common Values

Value	Count	Frequency (%)
E	3195	23.9%
T	2381	17.8%
M	1236	9.2%
E10+	1122	8.4%
EC	7	0.1%
RP	3	< 0.1%
K-A	2	< 0.1%
(Missing)	5429	40.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
e	3195	40.2%
t	2381	30.0%
m	1236	15.6%
e10	1122	14.1%
ec	7	0.1%
rp	3	< 0.1%
k-a	2	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
E	4324	38.2%
T	2381	21.0%
M	1236	10.9%
1	1122	9.9%
0	1122	9.9%
+	1122	9.9%
C	7	0.1%
R	3	< 0.1%
P	3	< 0.1%
K	2	< 0.1%
Other values (2)	4	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	11326	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
E	4324	38.2%
T	2381	21.0%
M	1236	10.9%
1	1122	9.9%
0	1122	9.9%
+	1122	9.9%
C	7	0.1%
R	3	< 0.1%
P	3	< 0.1%
K	2	< 0.1%
Other values (2)	4	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	11326	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
E	4324	38.2%
T	2381	21.0%
M	1236	10.9%
1	1122	9.9%
0	1122	9.9%
+	1122	9.9%
C	7	0.1%
R	3	< 0.1%
P	3	< 0.1%
K	2	< 0.1%
Other values (2)	4	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	11326	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
E	4324	38.2%
T	2381	21.0%
M	1236	10.9%
1	1122	9.9%
0	1122	9.9%
+	1122	9.9%
C	7	0.1%
R	3	< 0.1%
P	3	< 0.1%
K	2	< 0.1%
Other values (2)	4	< 0.1%

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	Name	Platform	Year_of_Release	Genre	Publisher	NA_Sales	EU_Sales	JP_Sales	Other_Sales	Global_Sales	Critic_Score	Critic_Count	User_Score	User_Count	Developer	Rating
9162	Gallop & Ride!	Wii	2008.0	Sports	THQ	0.13	0.00	0.00	0.01	0.14	NaN	NaN	NaN	NaN	NaN	NaN
8300	Yu-Gi-Oh! Zexal World Duel Carnival	3DS	2013.0	Misc	Konami Digital Entertainment	0.00	0.08	0.08	0.01	0.17	NaN	NaN	NaN	NaN	NaN	NaN
6518	SD Gundam G Generation: Cross Drive	DS	2007.0	Strategy	Namco Bandai Games	0.00	0.00	0.26	0.00	0.26	NaN	NaN	NaN	NaN	NaN	NaN
3307	Dragon Ball Z: Ultimate Tenkaichi	PS3	2011.0	Fighting	Namco Bandai Games	0.27	0.18	0.09	0.07	0.61	58.0	26.0	5.4	77.0	Spike	T
12933	Goosebumps: The Game	3DS	2015.0	Adventure	WayForward Technologies	0.05	0.00	0.00	0.01	0.05	NaN	NaN	NaN	NaN	WayForward	E10+
10050	NFL Head Coach 09	X360	2008.0	Sports	Electronic Arts	0.11	0.00	0.00	0.01	0.11	67.0	14.0	8.4	28.0	EA Tiburon	E
4140	Super Puyo Puyo 2	SNES	1995.0	Puzzle	Compile	0.00	0.00	0.47	0.00	0.47	NaN	NaN	NaN	NaN	NaN	NaN
2954	Need for Speed (2015)	XOne	2015.0	Racing	Electronic Arts	0.30	0.33	0.00	0.06	0.69	NaN	NaN	NaN	NaN	NaN	NaN
9787	Rush	PSP	2006.0	Racing	Midway Games	0.11	0.00	0.00	0.01	0.12	55.0	12.0	NaN	NaN	Midway Studios - Newcastle	T
7017	Madagascar: Escape 2 Africa	PS3	2008.0	Action	Activision	0.12	0.08	0.00	0.03	0.23	58.0	13.0	6.8	4.0	Toys for Bob	E10+

	Name	Platform	Year_of_Release	Genre	Publisher	NA_Sales	EU_Sales	JP_Sales	Other_Sales	Global_Sales	Critic_Score	Critic_Count	User_Score	User_Count	Developer	Rating
16023	Colin McRae Rally 2005	PC	2004.0	Racing	Codemasters	0.00	0.01	0.00	0.00	0.02	83.0	11.0	7.1	50.0	Codemasters	E
11363	The Golf Club	PS4	2014.0	Sports	Unknown	0.05	0.02	0.00	0.01	0.08	66.0	11.0	6.3	67.0	HB Studios Multimedia	E
14423	Sorcery Saga: The Curse of the Great Curry God	PSV	2013.0	Role-Playing	Rising Star Games	0.00	0.00	0.03	0.00	0.03	65.0	17.0	7.3	44.0	Zerodiv	T
4426	Transformers: Fall of Cybertron	X360	2012.0	Action	Activision	0.28	0.12	0.00	0.04	0.44	79.0	52.0	8.3	160.0	High Moon Studios	T
6265	Tiny Toon Adventures: Plucky's Big Adventure	PS	2001.0	Action	Conspiracy Entertainment	0.15	0.10	0.00	0.02	0.27	NaN	NaN	NaN	NaN	NaN	NaN
11284	Animal Planet: Emergency Vets	DS	2009.0	Simulation	Activision	0.08	0.00	0.00	0.01	0.08	NaN	NaN	NaN	NaN	SilverBirch Studios	E
11964	Grand Kingdom	PS4	2015.0	Role-Playing	Nippon Ichi Software	0.03	0.00	0.03	0.01	0.07	78.0	33.0	8.1	63.0	Spike Chunsoft	T
5390	Monopoly	PS3	2008.0	Misc	Electronic Arts	0.25	0.05	0.00	0.04	0.34	54.0	4.0	6.7	13.0	Electronic Arts	E
860	Skate 3	PS3	2010.0	Sports	Electronic Arts	0.79	0.88	0.00	0.32	1.98	80.0	46.0	7.6	82.0	EA Black Box	T
15795	Clover no Kuni no Alice: Wonderful Wonder World	PSP	2011.0	Adventure	Quinrose	0.00	0.00	0.02	0.00	0.02	NaN	NaN	NaN	NaN	NaN	NaN

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Missing values

Sample